Mathematical Optimization in Computer Graphics and Vision

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Author :
Publisher : Morgan Kaufmann
ISBN 13 : 9780080878584
Total Pages : 304 pages
Book Rating : 4.8/5 (785 download)

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Book Synopsis Mathematical Optimization in Computer Graphics and Vision by : Luiz Velho

Download or read book Mathematical Optimization in Computer Graphics and Vision written by Luiz Velho and published by Morgan Kaufmann. This book was released on 2011-08-09 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: Mathematical optimization is used in nearly all computer graphics applications, from computer vision to animation. This book teaches readers the core set of techniques that every computer graphics professional should understand in order to envision and expand the boundaries of what is possible in their work. Study of this authoritative reference will help readers develop a very powerful tool- the ability to create and decipher mathematical models that can better realize solutions to even the toughest problems confronting computer graphics community today. *Distills down a vast and complex world of information on optimization into one short, self-contained volume especially for computer graphics *Helps CG professionals identify the best technique for solving particular problems quickly, by categorizing the most effective algorithms by application *Keeps readers current by supplementing the focus on key, classic methods with special end-of-chapter sections on cutting-edge developments

Optimization for Computer Vision

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Publisher : Springer Science & Business Media
ISBN 13 : 1447152832
Total Pages : 257 pages
Book Rating : 4.4/5 (471 download)

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Book Synopsis Optimization for Computer Vision by : Marco Alexander Treiber

Download or read book Optimization for Computer Vision written by Marco Alexander Treiber and published by Springer Science & Business Media. This book was released on 2013-07-12 with total page 257 pages. Available in PDF, EPUB and Kindle. Book excerpt: This practical and authoritative text/reference presents a broad introduction to the optimization methods used specifically in computer vision. In order to facilitate understanding, the presentation of the methods is supplemented by simple flow charts, followed by pseudocode implementations that reveal deeper insights into their mode of operation. These discussions are further supported by examples taken from important applications in computer vision. Topics and features: provides a comprehensive overview of computer vision-related optimization; covers a range of techniques from classical iterative multidimensional optimization to cutting-edge topics of graph cuts and GPU-suited total variation-based optimization; describes in detail the optimization methods employed in computer vision applications; illuminates key concepts with clearly written and step-by-step explanations; presents detailed information on implementation, including pseudocode for most methods.

Optimization Techniques in Computer Vision

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Author :
Publisher : Springer
ISBN 13 : 3319463640
Total Pages : 293 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Optimization Techniques in Computer Vision by : Mongi A. Abidi

Download or read book Optimization Techniques in Computer Vision written by Mongi A. Abidi and published by Springer. This book was released on 2016-12-06 with total page 293 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents practical optimization techniques used in image processing and computer vision problems. Ill-posed problems are introduced and used as examples to show how each type of problem is related to typical image processing and computer vision problems. Unconstrained optimization gives the best solution based on numerical minimization of a single, scalar-valued objective function or cost function. Unconstrained optimization problems have been intensively studied, and many algorithms and tools have been developed to solve them. Most practical optimization problems, however, arise with a set of constraints. Typical examples of constraints include: (i) pre-specified pixel intensity range, (ii) smoothness or correlation with neighboring information, (iii) existence on a certain contour of lines or curves, and (iv) given statistical or spectral characteristics of the solution. Regularized optimization is a special method used to solve a class of constrained optimization problems. The term regularization refers to the transformation of an objective function with constraints into a different objective function, automatically reflecting constraints in the unconstrained minimization process. Because of its simplicity and efficiency, regularized optimization has many application areas, such as image restoration, image reconstruction, optical flow estimation, etc. Optimization plays a major role in a wide variety of theories for image processing and computer vision. Various optimization techniques are used at different levels for these problems, and this volume summarizes and explains these techniques as applied to image processing and computer vision.

Visualization and Optimization

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Publisher : Springer Science & Business Media
ISBN 13 : 1461541212
Total Pages : 436 pages
Book Rating : 4.4/5 (615 download)

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Book Synopsis Visualization and Optimization by : Christopher V. Jones

Download or read book Visualization and Optimization written by Christopher V. Jones and published by Springer Science & Business Media. This book was released on 2013-04-17 with total page 436 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book arose out of an invited feature article on visualization and opti mization that appeared in the ORSA Journal on Computing in 1994. That article briefly surveyed the current state of the art in visualization as it ap plied to optimization. In writing the feature article, it became clear that there was much more to say. Apparently others agreed, and thus this book was born. The book is targeted primarily towards the optimization community rather than the visualization community. Although both optimization and visualization both seek to help people understand complex problems, prac titioners in one field are generally unaware of work in the other field. Given the common goals of the respective fields, it seemed fruitful to consider how each can contribute to the other. One might argue that this book should not be focused specifically on optimization but on decision making in general. Perhaps, but it seems that there is sufficient material to create a book targeted specifically to optimization. Certainly many of the ideas presented in the book are appli cable to other areas, including computer simulation, decision theory and stochastic modeling. Another book could discuss the use of visualization in these areas.

An Invitation to 3-D Vision

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Publisher : Springer Science & Business Media
ISBN 13 : 0387217797
Total Pages : 542 pages
Book Rating : 4.3/5 (872 download)

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Book Synopsis An Invitation to 3-D Vision by : Yi Ma

Download or read book An Invitation to 3-D Vision written by Yi Ma and published by Springer Science & Business Media. This book was released on 2012-11-06 with total page 542 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces the geometry of 3-D vision, that is, the reconstruction of 3-D models of objects from a collection of 2-D images. It details the classic theory of two view geometry and shows that a more proper tool for studying the geometry of multiple views is the so-called rank consideration of the multiple view matrix. It also develops practical reconstruction algorithms and discusses possible extensions of the theory.

Numerical Algorithms

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Publisher : CRC Press
ISBN 13 : 1482251892
Total Pages : 400 pages
Book Rating : 4.4/5 (822 download)

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Book Synopsis Numerical Algorithms by : Justin Solomon

Download or read book Numerical Algorithms written by Justin Solomon and published by CRC Press. This book was released on 2015-06-24 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: Numerical Algorithms: Methods for Computer Vision, Machine Learning, and Graphics presents a new approach to numerical analysis for modern computer scientists. Using examples from a broad base of computational tasks, including data processing, computational photography, and animation, the textbook introduces numerical modeling and algorithmic desig

An Invitation to 3-D Vision

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Author :
Publisher : Springer
ISBN 13 : 9781468495638
Total Pages : 528 pages
Book Rating : 4.4/5 (956 download)

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Book Synopsis An Invitation to 3-D Vision by : Yi Ma

Download or read book An Invitation to 3-D Vision written by Yi Ma and published by Springer. This book was released on 2012-11-05 with total page 528 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces the geometry of 3-D vision, that is, the reconstruction of 3-D models of objects from a collection of 2-D images. It details the classic theory of two view geometry and shows that a more proper tool for studying the geometry of multiple views is the so-called rank consideration of the multiple view matrix. It also develops practical reconstruction algorithms and discusses possible extensions of the theory.

Mathematical and Computer Programming Techniques for Computer Graphics

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Publisher : Springer Science & Business Media
ISBN 13 : 1846282926
Total Pages : 556 pages
Book Rating : 4.8/5 (462 download)

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Book Synopsis Mathematical and Computer Programming Techniques for Computer Graphics by : Peter Comninos

Download or read book Mathematical and Computer Programming Techniques for Computer Graphics written by Peter Comninos and published by Springer Science & Business Media. This book was released on 2010-04-06 with total page 556 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides a comprehensive and detailed coverage of the fundamentals of programming techniques for computer graphics Uses lots of code examples, encouraging the reader to explore and experiment with data and computer programs (in the C programming language)

Discrete Graphical Models

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Publisher :
ISBN 13 : 9781680836387
Total Pages : 286 pages
Book Rating : 4.8/5 (363 download)

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Book Synopsis Discrete Graphical Models by : Bogdan Savchynskyy

Download or read book Discrete Graphical Models written by Bogdan Savchynskyy and published by . This book was released on 2019-12-10 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: This monograph is about discrete energy minimization for discrete graphical models. It considers graphical models, or, more precisely, maximum a posteriori inference for graphical models, purely as a combinatorial optimization problem.

Efficient Algorithms for Global Optimization Methods in Computer Vision

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Publisher : Springer
ISBN 13 : 3642547745
Total Pages : 175 pages
Book Rating : 4.6/5 (425 download)

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Book Synopsis Efficient Algorithms for Global Optimization Methods in Computer Vision by : Andrés Bruhn

Download or read book Efficient Algorithms for Global Optimization Methods in Computer Vision written by Andrés Bruhn and published by Springer. This book was released on 2014-04-01 with total page 175 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the International Dagstuhl-Seminar on Efficient Algorithms for Global Optimization Methods in Computer Vision, held in Dagstuhl Castle, Germany, in November 2011. The 8 revised full papers presented were carefully reviewed and selected by 12 lectures given at the seminar. The seminar focused on the entire algorithmic development pipeline for global optimization problems in computer vision: modelling, mathematical analysis, numerical solvers and parallelization. In particular, the goal of the seminar was to bring together researchers from all four fields to analyze and discuss the connections between the different stages of the algorithmic design pipeline.

Guide to Computational Geometry Processing

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Publisher : Springer Science & Business Media
ISBN 13 : 1447140753
Total Pages : 330 pages
Book Rating : 4.4/5 (471 download)

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Book Synopsis Guide to Computational Geometry Processing by : J. Andreas Bærentzen

Download or read book Guide to Computational Geometry Processing written by J. Andreas Bærentzen and published by Springer Science & Business Media. This book was released on 2012-05-31 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book reviews the algorithms for processing geometric data, with a practical focus on important techniques not covered by traditional courses on computer vision and computer graphics. Features: presents an overview of the underlying mathematical theory, covering vector spaces, metric space, affine spaces, differential geometry, and finite difference methods for derivatives and differential equations; reviews geometry representations, including polygonal meshes, splines, and subdivision surfaces; examines techniques for computing curvature from polygonal meshes; describes algorithms for mesh smoothing, mesh parametrization, and mesh optimization and simplification; discusses point location databases and convex hulls of point sets; investigates the reconstruction of triangle meshes from point clouds, including methods for registration of point clouds and surface reconstruction; provides additional material at a supplementary website; includes self-study exercises throughout the text.

Opt Art

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Publisher : Princeton University Press
ISBN 13 : 0691164061
Total Pages : 200 pages
Book Rating : 4.6/5 (911 download)

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Book Synopsis Opt Art by : Robert Bosch

Download or read book Opt Art written by Robert Bosch and published by Princeton University Press. This book was released on 2019-11-12 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: Bosch provides a lively and accessible introduction to the geometric, algebraic, and algorithmic foundations of optimization. He presents classical applications, such as the legendary Traveling Salesman Problem, and shows how to adapt them to make optimization art--opt art. art.

Mathematical Insights into Advanced Computer Graphics Techniques

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Publisher : Springer
ISBN 13 : 9811328501
Total Pages : 163 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Mathematical Insights into Advanced Computer Graphics Techniques by : Yoshinori Dobashi

Download or read book Mathematical Insights into Advanced Computer Graphics Techniques written by Yoshinori Dobashi and published by Springer. This book was released on 2018-11-27 with total page 163 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents cutting-edge developments in the advanced mathematical theories utilized in computer graphics research – fluid simulation, realistic image synthesis, and texture, visualization and digital fabrication. A spin-off book from the International Symposium on Mathematical Progress in Expressive Image Synthesis in 2016 and 2017 (MEIS2016/2017) held in Fukuoka, Japan, it includes lecture notes and an expert introduction to the latest research presented at the symposium. The book offers an overview of the emerging interdisciplinary themes between computer graphics and driven mathematic theories, such as discrete differential geometry. Further, it highlights open problems in those themes, making it a valuable resource not only for researchers, but also for graduate students interested in computer graphics and mathematics.

Handbook of Computer Vision Algorithms in Image Algebra

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Publisher : CRC Press
ISBN 13 : 1420042386
Total Pages : 444 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Handbook of Computer Vision Algorithms in Image Algebra by : Joseph N. Wilson

Download or read book Handbook of Computer Vision Algorithms in Image Algebra written by Joseph N. Wilson and published by CRC Press. This book was released on 2000-09-21 with total page 444 pages. Available in PDF, EPUB and Kindle. Book excerpt: Image algebra is a comprehensive, unifying theory of image transformations, image analysis, and image understanding. In 1996, the bestselling first edition of the Handbook of Computer Vision Algorithms in Image Algebra introduced engineers, scientists, and students to this powerful tool, its basic concepts, and its use in the concise representation

Modern Mathematics And Applications In Computer Graphics And Vision

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Publisher : World Scientific Publishing Company
ISBN 13 : 9814449350
Total Pages : 524 pages
Book Rating : 4.8/5 (144 download)

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Book Synopsis Modern Mathematics And Applications In Computer Graphics And Vision by : Hongyu Guo

Download or read book Modern Mathematics And Applications In Computer Graphics And Vision written by Hongyu Guo and published by World Scientific Publishing Company. This book was released on 2014-04-01 with total page 524 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a concise exposition of modern mathematical concepts, models and methods with applications in computer graphics, vision and machine learning. The compendium is organized in four parts — Algebra, Geometry, Topology, and Applications. One of the features is a unique treatment of tensor and manifold topics to make them easier for the students. All proofs are omitted to give an emphasis on the exposition of the concepts. Effort is made to help students to build intuition and avoid parrot-like learning.There is minimal inter-chapter dependency. Each chapter can be used as an independent crash course and the reader can start reading from any chapter — almost. This book is intended for upper level undergraduate students, graduate students and researchers in computer graphics, geometric modeling, computer vision, pattern recognition and machine learning. It can be used as a reference book, or a textbook for a selected topics course with the instructor's choice of any of the topics.

Computer Animation

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Publisher : Newnes
ISBN 13 : 0124159737
Total Pages : 542 pages
Book Rating : 4.1/5 (241 download)

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Book Synopsis Computer Animation by : Rick Parent

Download or read book Computer Animation written by Rick Parent and published by Newnes. This book was released on 2012-10-18 with total page 542 pages. Available in PDF, EPUB and Kindle. Book excerpt: Driven by demand from the entertainment industry for better and more realistic animation, technology continues to evolve and improve. The algorithms and techniques behind this technology are the foundation of this comprehensive book, which is written to teach you the fundamentals of animation programming. In this third edition, the most current techniques are covered along with the theory and high-level computation that have earned the book a reputation as the best technically-oriented animation resource. Key topics such as fluids, hair, and crowd animation have been expanded, and extensive new coverage of clothes and cloth has been added. New material on simulation provides a more diverse look at this important area and more example animations and chapter projects and exercises are included. Additionally, spline coverage has been expanded and new video compression and formats (e.g., iTunes) are covered. Includes companion site with contemporary animation examples drawn from research and entertainment, sample animations, and example code Describes the key mathematical and algorithmic foundations of animation that provide you with a deep understanding and control of technique Expanded and new coverage of key topics including: fluids and clouds, cloth and clothes, hair, and crowd animation Explains the algorithms used for path following, hierarchical kinematic modelling, rigid body dynamics, flocking behaviour, particle systems, collision detection, and more

Emerging Trends in Visual Computing

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Publisher : Springer Science & Business Media
ISBN 13 : 3642008259
Total Pages : 397 pages
Book Rating : 4.6/5 (42 download)

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Book Synopsis Emerging Trends in Visual Computing by : Frank Nielsen

Download or read book Emerging Trends in Visual Computing written by Frank Nielsen and published by Springer Science & Business Media. This book was released on 2009-03-26 with total page 397 pages. Available in PDF, EPUB and Kindle. Book excerpt: of Symmetries and Repeated Patterns in 3D Point Cloud Data – Sylvain LAZARD (VEGAS, INRIA LORIA Nancy, France): 3D Visibility and Lines in Space VI Preface ´